Concepedia

Fairness-aware Optimization

Fairness-Aware Optimization is an optimization framework that incorporates fairness constraints or objectives into the model training process to explicitly mitigate discriminatory outcomes with respect to sensitive attributes.

178

Publications

10.9K

Citations

642

Authors

247

Institutions

Publications per year

2017–2026

160

Parents

Publications

178

Algorithmic Decision Making and the Cost of Fairness

Sam Corbett‐Davies, Emma Pierson, Avi Feller et al. · 2017 · 1.1K citations

, , +15

Fairness Beyond Disparate Treatment & Disparate Impact

Muhammad Bilal Zafar, Isabel Valera, Manuel Gomez-Rodriguez et al. · 2017 · 616 citations · Full text

, , +16

Fairness Beyond Disparate Treatment & Disparate Impact: Learning Classification without Disparate Mistreatment

Muhammad Bilal Zafar, Isabel Valera, Manuel Gomez-Rodriguez et al. · arXiv (Cornell University) · 2016 · 591 citations · Full text

, , +16

FairGAN: Fairness-aware Generative Adversarial Networks

Depeng Xu, Shuhan Yuan, Lu Zhang et al. · 2018 · 344 citations

, , +11

Fairness Constraints: Mechanisms for Fair Classification

Muhammad Bilal Zafar, Isabel Valera, Manuel Gomez-Rodriguez et al. · arXiv (Cornell University) · 2015 · 342 citations · Full text

, , +16

1–5 of 178

Authors

642

  1. XW
    Xintao Wu

    University of Arkansas at Fayetteville, United States

    5 publications · 466 citations

    5

    h-index

  2. IV
    Isabel Valera

    Max Planck Institute for Software Systems, Germany

    5 publications · 1.8K citations

    5

    h-index

  3. NK
    Nisheeth K. Vishnoi

    Yale University, United States

    4 publications · 92 citations

    4

    h-index

  4. HJ
    Heinrich Jiang

    Google (United States), United States

    4 publications · 136 citations

    4

    h-index

  5. LZ
    Lu Zhang

    University of Arkansas at Fayetteville, United States

    4 publications · 450 citations

    4

    h-index

1–5 of 642

Institutions

247

  1. Google (United States)

    Mountain View, United States

    9 h-index

    25 publications

    1K citations

  2. Stanford University

    Stanford, United States

    8 h-index

    19 publications

    4.4K citations

  3. University of California, Berkeley

    Berkeley, United States

    7 h-index

    11 publications

    1.4K citations

  4. University of British Columbia

    Vancouver, Canada

    6 h-index

    11 publications

    606 citations

  5. Southeast University

    Nanjing, China

    5 h-index

    14 publications

    1.2K citations

  6. Nanyang Technological University

    Singapore, Singapore

    5 h-index

    14 publications

    1.3K citations

  7. Cornell University

    Ithaca, United States

    5 h-index

    13 publications

    1.6K citations

  8. Rutgers, The State University of New Jersey

    New Brunswick, United States

    5 h-index

    16 publications

    1.5K citations

1–8 of 247

Venues

  1. arXiv (Cornell University)

    Repository · 38 publications · 2.4K citations

    23

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 9 publications · 315 citations

    8

    h-index

  3. IEEE Transactions on Vehicular Technology

    4 publications · 132 citations

    4

    h-index

  4. International Conference on Machine Learning

    Conference · 4 publications · 237 citations

    4

    h-index

  5. IEEE Communications Letters

    5 publications · 219 citations

    4

    h-index

1–5